{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/visser/drive/PhD/Code/pain-measurement\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "if Path.cwd().stem == \"notebooks\":\n",
    "    %cd ..\n",
    "    %load_ext autoreload\n",
    "    %autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "from src.experiments.calibration.estimator import BayesianEstimatorVAS\n",
    "from src.log_config import configure_logging\n",
    "from src.visualization.plot_calibration import plot_trials\n",
    "\n",
    "configure_logging(stream_level=logging.DEBUG, ignore_libs=[\"matplotlib\", \"Comm\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of Calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preexposure\n",
    "preexposure_temperatures = [38, 39, 40]\n",
    "correction_after_preexposure = 2\n",
    "\n",
    "# VAS 70 estimation\n",
    "trials_vas70 = 7\n",
    "temp_start_vas70 = 46\n",
    "temp_std_vas70 = 2\n",
    "likelihood_std_vas70 = 0.8\n",
    "reduction_factor = 0.85\n",
    "\n",
    "# VAS 0 estimation\n",
    "trials_vas0 = 5\n",
    "temp_start_vas0 = None  # based on VAS 70 estimation\n",
    "temp_start_vas0_offset = 3\n",
    "temp_std_vas0 = 1\n",
    "likelihood_std_vas0 = 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20:40:43 | \u001b[92mINFO    \u001b[0m| root | Calibration preexposure was not painful. Starting temperature for VAS 70 estimation: 46 °C.\n"
     ]
    }
   ],
   "source": [
    "response = input(\n",
    "    f\"Were any of the preexposure stimuli ({str(preexposure_temperatures)} °C) painful? (y/n) \"\n",
    ")\n",
    "if response == \"y\":\n",
    "    temp_start_vas70 -= correction_after_preexposure\n",
    "    logging.info(\n",
    "        f\"Calibration preexposure was painful. Starting temperature for VAS 70 estimation: {temp_start_vas70} °C.\"\n",
    "    )\n",
    "else:\n",
    "    temp_start_vas70 = temp_start_vas70\n",
    "    logging.info(\n",
    "        f\"Calibration preexposure was not painful. Starting temperature for VAS 70 estimation: {temp_start_vas70} °C.\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20:40:47 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (1/7): 46 °C was under VAS 70.\n",
      "20:40:48 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (2/7): 47.0 °C was under VAS 70.\n",
      "20:40:50 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (3/7): 47.7 °C was over VAS 70.\n",
      "20:40:50 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (4/7): 47.3 °C was under VAS 70.\n",
      "20:40:53 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (5/7): 47.6 °C was over VAS 70.\n",
      "20:40:53 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (6/7): 47.4 °C was under VAS 70.\n",
      "20:40:54 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (7/7): 47.6 °C was over VAS 70.\n",
      "20:40:54 | \u001b[92mINFO    \u001b[0m| estimator | Calibration estimate for VAS 70: 47.4 °C.\n",
      "20:40:54 | \u001b[36mDEBUG   \u001b[0m| estimator | Calibration steps for VAS 70 were (°C): [ 1.   0.7 -0.4  0.3 -0.2  0.2 -0.2].\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "64ce792441e74cf09b8fb7a48a29f539",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(IntSlider(value=0, max=6), Button(description='Previous', style=ButtonStyle()), …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get estimate for VAS 70\n",
    "estimator_vas70 = BayesianEstimatorVAS(\n",
    "    vas_value=70,\n",
    "    trials=trials_vas70,\n",
    "    temp_start=temp_start_vas70,\n",
    "    temp_std=temp_std_vas70,\n",
    "    likelihood_std=likelihood_std_vas70,\n",
    "    reduction_factor=reduction_factor,\n",
    ")\n",
    "for trial in range(estimator_vas70.trials):\n",
    "    response = input(\n",
    "        f\"Is this stimulus ({estimator_vas70.current_temp} °C) at least a 7 out of 10? (y/n) \"\n",
    "    )\n",
    "    estimator_vas70.conduct_trial(response, trial=trial)\n",
    "plot_trials(estimator_vas70, interactive=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20:43:15 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (1/5): 44.4 °C was under VAS 0.\n",
      "20:43:15 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (2/5): 45.0 °C was under VAS 0.\n",
      "20:43:15 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (3/5): 45.4 °C was under VAS 0.\n",
      "20:43:16 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (4/5): 45.8 °C was over VAS 0.\n",
      "20:43:17 | \u001b[92mINFO    \u001b[0m| estimator | Calibration trial (5/5): 45.5 °C was over VAS 0.\n",
      "20:43:17 | \u001b[92mINFO    \u001b[0m| estimator | Calibration estimate for VAS 0: 45.3 °C.\n",
      "20:43:17 | \u001b[36mDEBUG   \u001b[0m| estimator | Calibration steps for VAS 0 were (°C): [ 0.6  0.4  0.4 -0.3 -0.2].\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a1d4eecd241438aae29f59f59bc3c2b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(IntSlider(value=0, max=4), Button(description='Previous', style=ButtonStyle()), …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get estimate for VAS 0\n",
    "estimator_vas0 = BayesianEstimatorVAS(\n",
    "    vas_value=0,\n",
    "    trials=trials_vas0,\n",
    "    temp_start=estimator_vas70.get_estimate() - temp_start_vas0_offset,\n",
    "    temp_std=temp_std_vas0,\n",
    "    likelihood_std=likelihood_std_vas0,\n",
    "    reduction_factor=reduction_factor,\n",
    ")\n",
    "for trial in range(estimator_vas0.trials):\n",
    "    response = input(\n",
    "        f\"Is this stimulus ({estimator_vas0.current_temp} °C) painful? (y/n) \"\n",
    "    )\n",
    "    estimator_vas0.conduct_trial(response, trial=trial)\n",
    "plot_trials(estimator_vas0, interactive=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-interactive plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1190 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trials(estimator_vas70, interactive=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x850 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trials(estimator_vas0, interactive=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "psychopy",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
